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Estimating Treatment Effect of Adjuvant Chemotherapy in Elderly Patients With Stage III Colon Cancer Using Bayesian Networks.

Melle SieswerdaRuby van RossumInigo BermejoGijs GeleijnseKatja K H AbenFelice N van ErningIgnace de HinghValery LemmensAndre DekkerXander Verbeek
Published in: JCO clinical cancer informatics (2023)
We were able to successfully leverage BN structure learning algorithms in conjunction with clinical knowledge to create causal models. While confounders differed depending on the algorithm and included nodes, results were not contradictory. We found a strong effect of adjuvant therapy on survival in our cohort. Additional oxaliplatin did not have a marked effect and should be avoided in elderly patients.
Keyphrases
  • machine learning
  • deep learning
  • healthcare
  • squamous cell carcinoma
  • radiation therapy
  • early stage
  • lymph node
  • combination therapy
  • free survival